{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1) 替换后的文本: 魏东浩个人网页的网址为http://abc138qaz，喜欢语文、数学和科学。\n",
      "(2) 数学和科学科目: ['数学', '科学']\n",
      "(3) 数字替换后的文本: 张三个人网页的网址为http://abc***qaz，喜欢语文、数学和科学。\n",
      "(4) 匹配的字符串: ['http://abc']\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "text = \"张三个人网页的网址为http://abc138qaz，喜欢语文、数学和科学。\"\n",
    "\n",
    "my_name = \"魏东浩\"\n",
    "text_with_name = re.sub(r'张三', my_name, text)\n",
    "print(f\"(1) 替换后的文本: {text_with_name}\")\n",
    "\n",
    "subjects = re.findall(r'数学|科学', text)\n",
    "print(f\"(2) 数学和科学科目: {subjects}\")\n",
    "\n",
    "text_with_stars = re.sub(r'\\d', '*', text)\n",
    "print(f\"(3) 数字替换后的文本: {text_with_stars}\")\n",
    "\n",
    "h_to_c_pattern = r'h.*?c'\n",
    "matches = re.findall(h_to_c_pattern, text)\n",
    "print(f\"(4) 匹配的字符串: {matches}\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.324 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1) 前5个关键词:\n",
      "海洋: 0.5463\n",
      "108kW: 0.5364\n",
      "20: 0.1533\n",
      "盐差: 0.1533\n",
      "潮汐能: 0.1346\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'Image' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-8f0eccc82ef1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     50\u001b[0m     \u001b[0mgenerate_wordcloud\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     51\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"__main__\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m     \u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-1-8f0eccc82ef1>\u001b[0m in \u001b[0;36mmain\u001b[1;34m()\u001b[0m\n\u001b[0;32m     48\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mword\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mweight\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mkeywords\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     49\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"{word}: {weight:.4f}\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 50\u001b[1;33m     \u001b[0mgenerate_wordcloud\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     51\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"__main__\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     52\u001b[0m     \u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-1-8f0eccc82ef1>\u001b[0m in \u001b[0;36mgenerate_wordcloud\u001b[1;34m(text, output_path)\u001b[0m\n\u001b[0;32m     26\u001b[0m         \u001b[0mbackground_color\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'white'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     27\u001b[0m         \u001b[0mfont_path\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'C:\\\\Users\\\\Administrator\\\\Desktop\\\\data'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 28\u001b[1;33m         \u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'path/to/horse.png'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     29\u001b[0m         \u001b[0mmax_words\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m200\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     30\u001b[0m         \u001b[0mmax_font_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'Image' is not defined"
     ]
    }
   ],
   "source": [
    "import math\n",
    "import jieba\n",
    "import jieba.analyse\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\", \"WenQuanYi Micro Hei\", \"Heiti TC\"]\n",
    "def read_text(file_path):\n",
    "    try:\n",
    "        with open(file_path, 'r', encoding='utf-8') as file:\n",
    "            return file.read()\n",
    "    except FileNotFoundError:\n",
    "        print(f\"错误：找不到文件 {file_path}\")\n",
    "        return \"\"\n",
    "    except Exception as e:\n",
    "        print(f\"错误：读取文件时发生异常: {e}\")\n",
    "        return \"\"\n",
    "def extract_top_keywords(text, topK=5):\n",
    "    keywords = jieba.analyse.extract_tags(text, topK=topK, withWeight=True)\n",
    "    return keywords\n",
    "def generate_wordcloud(text, output_path='wordcloud.png'):\n",
    "    wc = WordCloud(\n",
    "        width=800, \n",
    "        height=600,\n",
    "        background_color='white',\n",
    "        font_path='C:\\\\Users\\\\Administrator\\\\Desktop\\\\data', \n",
    "        image = Image.open('path/to/horse.png'),\n",
    "        max_words=200,\n",
    "        max_font_size=100,\n",
    "        random_state=42\n",
    "    )\n",
    "    wc.generate(text)\n",
    "    wc.to_file(output_path)\n",
    "    print(f\"词云图已保存至 {output_path}\")\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    plt.imshow(wc, interpolation='bilinear')\n",
    "    plt.axis('off')\n",
    "    plt.title('文本词云图')\n",
    "    plt.show()\n",
    "def main():\n",
    "    file_path = 'data/sea.txt'\n",
    "    text = read_text(file_path)\n",
    "    if not text:\n",
    "        return\n",
    "    keywords = extract_top_keywords(text)\n",
    "    print(\"(1) 前5个关键词:\")\n",
    "    for word, weight in keywords:\n",
    "        print(f\"{word}: {weight:.4f}\")\n",
    "    generate_wordcloud(text)\n",
    "if __name__ == \"__main__\":\n",
    "    main()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x286f92f5ac8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jieba\n",
    "from wordcloud import WordCloud\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "with open(r'C:\\Users\\Administrator\\Desktop\\data\\sea.txt', 'r', encoding='utf-8') as f:\n",
    "    text = f.read()\n",
    "words = jieba.lcut(text)\n",
    "cleaned_text = ' '.join(words)\n",
    "try:\n",
    "    image = Image.open(r'C:\\Users\\Administrator\\Desktop\\data\\horse.png')\n",
    "    mask = np.array(image) \n",
    "except Exception as e:\n",
    "    print(f\"加载图片失败: {e}\")\n",
    "    print(\"将使用默认矩形形状...\")\n",
    "    mask = None\n",
    "wc = WordCloud(\n",
    "    font_path=r'C:\\Windows\\Fonts\\simhei.ttf', \n",
    "    background_color='white',\n",
    "    mask=mask, \n",
    "    width=800,\n",
    "    height=600\n",
    ").generate(cleaned_text)\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.imshow(wc, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"wordcloud_result.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "作业1: data/zuoye1.txt\n",
      "作业2: data/zuoye2.txt\n",
      "两份作业的相似度: 0.9874\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "import numpy as np\n",
    "from gensim.models import Word2Vec\n",
    "from gensim.models.word2vec import LineSentence\n",
    "import os\n",
    "\n",
    "def train_word2vec_model(corpus_path, model_path=None):\n",
    "    if not os.path.exists(corpus_path):\n",
    "        print(f\"错误: 语料库文件 {corpus_path} 不存在!\")\n",
    "        return None\n",
    "    model = Word2Vec(\n",
    "        LineSentence(corpus_path),  \n",
    "        vector_size=100,            \n",
    "        window=5,                   \n",
    "        min_count=5,                \n",
    "        workers=4                   \n",
    "    )\n",
    "    if model_path:\n",
    "        model.save(model_path)\n",
    "        print(f\"模型已保存至 {model_path}\")\n",
    "    return model\n",
    "def load_and_preprocess_text(file_path):\n",
    "    if not os.path.exists(file_path):\n",
    "        print(f\"错误: 文件 {file_path} 不存在!\")\n",
    "        return []\n",
    "    with open(file_path, 'r', encoding='utf-8') as f:\n",
    "        text = f.read()\n",
    "        text = text.replace('\\n', ' ').replace('\\t', ' ').strip()\n",
    "        words = jieba.cut(text)\n",
    "        return list(words)\n",
    "def get_sentence_vector(words, model):\n",
    "    vectors = []\n",
    "    for word in words:\n",
    "        if word in model.wv:\n",
    "            vectors.append(model.wv[word])\n",
    "    if not vectors:\n",
    "        return None\n",
    "    return np.mean(vectors, axis=0)\n",
    "def cosine_similarity(v1, v2):\n",
    "    if v1 is None or v2 is None:\n",
    "        return 0.0\n",
    "    dot_product = np.dot(v1, v2)\n",
    "    norm_v1 = np.linalg.norm(v1)\n",
    "    norm_v2 = np.linalg.norm(v2)\n",
    "    if norm_v1 == 0 or norm_v2 == 0:\n",
    "        return 0.0\n",
    "    return dot_product / (norm_v1 * norm_v2)\n",
    "def main():\n",
    "    corpus_path = \"data/TrainData.txt\"  \n",
    "    zuoye1_path = \"data/zuoye1.txt\"     \n",
    "    zuoye2_path = \"data/zuoye2.txt\"     \n",
    "    model = train_word2vec_model(corpus_path)\n",
    "    if model is None:\n",
    "        print(\"无法训练Word2Vec模型，程序退出!\")\n",
    "        return\n",
    "    zuoye1_words = load_and_preprocess_text(zuoye1_path)\n",
    "    zuoye2_words = load_and_preprocess_text(zuoye2_path)\n",
    "    if not zuoye1_words or not zuoye2_words:\n",
    "        print(\"作业文本加载失败，程序退出!\")\n",
    "        return\n",
    "    zuoye1_vector = get_sentence_vector(zuoye1_words, model)\n",
    "    zuoye2_vector = get_sentence_vector(zuoye2_words, model)\n",
    "    similarity = cosine_similarity(zuoye1_vector, zuoye2_vector)\n",
    "    print(f\"\\n作业1: {zuoye1_path}\")\n",
    "    print(f\"作业2: {zuoye2_path}\")\n",
    "    print(f\"两份作业的相似度: {similarity:.4f}\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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